Quantitative human placental imaging: Concepts, technologies, and the persistent challenge of the villous tree

The human placenta is a transient yet highly complex organ whose structural organisation underpins materno–fetal exchange and pregnancy outcome. Despite more than a century of anatomical investigation and rapid advances in imaging technology, quantitative linking of placental structure to function remains challenging. This review surveys the evolution of placental imaging from classical histology and stereology to contemporary microscopic, mesoscopic, and functional imaging approaches, with a particular emphasis on the extraction and interpretation of quantitative information. Microscopic techniques, including stereology and immunohistochemistry-guided villous typing, have enabled robust quantification of cellular and subcellular features, but remain constrained by their reliance on two-dimensional sections. Three-dimensional microscopy and optical tissue clearing provide richer spatial information, yet are still largely experimental for human placentas and limited in scalability and standardisation. Mesoscopic modalities such as micro-computed tomography and magnetic resonance imaging have expanded access to villous architecture, fetal vasculature, and flow-related proxies, but a pronounced gap persists at the intermediate scale where the hierarchical branching of the villous tree resides. Across imaging modalities, heterogeneity of protocols and analytical frameworks hampers reproducibility and cross-study comparability, impeding translation to clinically actionable biomarkers. We argue that future progress in quantitative placental imaging depends on closing the mesoscopic gap, harmonising imaging and analysis workflows, and integrating structural imaging with quantitative models of placental function. Only through coordinated methodological development and conceptual clarity can the full diagnostic and prognostic potential of placental imaging be realised. • Quantitative placental imaging has evolved beyond classical stereology. • The mesoscopic architecture of the villous tree remains poorly captured. • Standardisation is essential for clinical translation of imaging biomarkers.